{"id":"W4398775918","doi":"10.32920/25893595","title":"The Environmental Drivers of Beach Water Quality in Manitoba","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Water quality; Geography; Environmental planning; Business; Environmental science; Ecology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00111833,0.000190688,0.000203521,0.00002997491,0.00007217917,0.00004926787,0.0004386149,0.0001580642,0.002242365],"category_scores_gemma":[0.00000360298,0.00010734,0.0001373305,0.00003667352,0.0003766733,0.00003838229,0.002619078,0.0005260747,0.001137596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005287364,"about_ca_system_score_gemma":0.00001037537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005418274,"about_ca_topic_score_gemma":0.003806639,"domain_scores_codex":[0.9980723,0.0002730033,0.0005153124,0.0003951369,0.0004641979,0.0002800372],"domain_scores_gemma":[0.999345,0.00005011024,0.00007787338,0.0004719476,9.424398e-7,0.00005413933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003099446,0.002443657,0.6613052,0.001195295,0.0006916781,0.0001126917,0.05384821,0.02676542,0.1227709,0.02194172,0.0543121,0.05430312],"study_design_scores_gemma":[0.0007808715,0.00009847827,0.6655988,0.0001350638,0.00009254304,0.000005732642,0.006322992,0.001214446,0.08820145,0.08880477,0.1474836,0.001261303],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826621,0.00006894524,0.00004234249,0.002190387,0.0004991629,0.0003380527,0.00006495004,0.00002684137,0.01410716],"genre_scores_gemma":[0.9952058,0.00006176938,0.0001893644,0.0001672308,0.00002532641,0.00003219193,0.00005798565,0.00001125139,0.004249121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09317147,"threshold_uncertainty_score":0.9996401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03007788593124247,"score_gpt":0.281277123669103,"score_spread":0.2511992377378606,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}